Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	4399
Missing cells	6887
Missing cells (%)	7.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	756.2 KiB
Average record size in memory	176.0 B

Variable types

Numeric	18
Categorical	3
DateTime	1

Alerts

`grade` is highly correlated with `sqft_basement` and 5 other fields	High correlation
`sqft_basement` is highly correlated with `grade` and 5 other fields	High correlation
`bathrooms` is highly correlated with `grade` and 5 other fields	High correlation
`bedrooms` is highly correlated with `sqft_basement` and 4 other fields	High correlation
`sqft_above` is highly correlated with `grade` and 7 other fields	High correlation
`sqft_living15` is highly correlated with `grade` and 3 other fields	High correlation
`floors` is highly correlated with `bedrooms` and 3 other fields	High correlation
`yr_renovated` is highly correlated with `jhygtf`	High correlation
`yr_built` is highly correlated with `zipcode` and 3 other fields	High correlation
`jhygtf` is highly correlated with `yr_renovated`	High correlation
`sqft_lot` is highly correlated with `sqft_lot15`	High correlation
`price` is highly correlated with `bathrooms` and 2 other fields	High correlation
`sqft_lot15` is highly correlated with `sqft_lot`	High correlation
`sqft_living` is highly correlated with `grade` and 7 other fields	High correlation
`view` is highly correlated with `waterfront`	High correlation
`waterfront` is highly correlated with `view`	High correlation
`zipcode` is highly correlated with `yr_built`	High correlation
`condition` is highly correlated with `yr_built`	High correlation
`sqft_basement` has 2677 (60.9%) missing values	Missing
`yr_renovated` has 4187 (95.2%) missing values	Missing
`df_index` has unique values	Unique
`jhygtf` has 4184 (95.1%) zeros	Zeros

Reproduction

Analysis started	2022-09-21 03:00:48.151695
Analysis finished	2022-09-21 03:02:20.816947
Duration	1 minute and 32.67 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	4399
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18666.95044

Minimum	14
Maximum	111906
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	14
5-th percentile	1161.6
Q1	6273
median	14079
Q3	26831.5
95-th percentile	52858.4
Maximum	111906
Range	111892
Interquartile range (IQR)	20558.5

Descriptive statistics

Standard deviation	16363.50712
Coefficient of variation (CV)	0.8766031263
Kurtosis	1.897401415
Mean	18666.95044
Median Absolute Deviation (MAD)	9393
Skewness	1.353343821
Sum	82115915
Variance	267764365.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32828	1	< 0.1%
9797	1	< 0.1%
27672	1	< 0.1%
26790	1	< 0.1%
48844	1	< 0.1%
26971	1	< 0.1%
3563	1	< 0.1%
10676	1	< 0.1%
24609	1	< 0.1%
8169	1	< 0.1%
Other values (4389)	4389	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
18	1	< 0.1%
20	1	< 0.1%
27	1	< 0.1%
29	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
41	1	< 0.1%
42	1	< 0.1%

Value	Count	Frequency (%)
111906	1	< 0.1%
103340	1	< 0.1%
93792	1	< 0.1%
91932	1	< 0.1%
91673	1	< 0.1%
85147	1	< 0.1%
85126	1	< 0.1%
83869	1	< 0.1%
83788	1	< 0.1%
83746	1	< 0.1%

zipcode
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	70
Distinct (%)	1.6%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	98077.5165

Minimum	98001
Maximum	98199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	98001
5-th percentile	98004
Q1	98032
median	98065
Q3	98117
95-th percentile	98177
Maximum	98199
Range	198
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	53.65570198
Coefficient of variation (CV)	0.0005470744355
Kurtosis	-0.8578788485
Mean	98077.5165
Median Absolute Deviation (MAD)	42
Skewness	0.4100925325
Sum	431050685
Variance	2878.934355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98103	129	2.9%
98117	129	2.9%
98052	127	2.9%
98115	124	2.8%
98023	117	2.7%
98034	112	2.5%
98118	106	2.4%
98133	104	2.4%
98042	104	2.4%
98033	99	2.3%
Other values (60)	3244	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
98001	88	2.0%
98002	43	1.0%
98003	49	1.1%
98004	67	1.5%
98005	41	0.9%
98006	93	2.1%
98007	20	0.5%
98008	63	1.4%
98010	14	0.3%
98011	46	1.0%

Value	Count	Frequency (%)
98199	64	1.5%
98198	58	1.3%
98188	22	0.5%
98178	61	1.4%
98177	55	1.3%
98168	52	1.2%
98166	46	1.0%
98155	93	2.1%
98148	13	0.3%
98146	50	1.1%

grade
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.655070487

Minimum	3
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	3
5-th percentile	6
Q1	7
median	7
Q3	8
95-th percentile	10
Maximum	13
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.180323667
Coefficient of variation (CV)	0.154188478
Kurtosis	1.078089479
Mean	7.655070487
Median Absolute Deviation (MAD)	1
Skewness	0.7560926603
Sum	33667
Variance	1.393163959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7	1834	41.7%
8	1230	28.0%
9	510	11.6%
6	407	9.3%
10	256	5.8%
11	77	1.8%
5	60	1.4%
12	16	0.4%
4	4	0.1%
13	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	4	0.1%
5	60	1.4%
6	407	9.3%
7	1834	41.7%
8	1230	28.0%
9	510	11.6%
10	256	5.8%
11	77	1.8%
12	16	0.4%

Value	Count	Frequency (%)
13	3	0.1%
12	16	0.4%
11	77	1.8%
10	256	5.8%
9	510	11.6%
8	1230	28.0%
7	1834	41.7%
6	407	9.3%
5	60	1.4%
4	4	0.1%

sqft_basement
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	202
Distinct (%)	11.7%
Missing	2677
Missing (%)	60.9%
Infinite	0
Infinite (%)	0.0%
Mean	741.4982578

Minimum	10
Maximum	3480
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	10
5-th percentile	190
Q1	450
median	700
Q3	970
95-th percentile	1459.5
Maximum	3480
Range	3470
Interquartile range (IQR)	520

Descriptive statistics

Standard deviation	399.378006
Coefficient of variation (CV)	0.5386095001
Kurtosis	2.637427297
Mean	741.4982578
Median Absolute Deviation (MAD)	260
Skewness	1.038696699
Sum	1276860
Variance	159502.7917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
700	49	1.1%
500	48	1.1%
600	47	1.1%
400	36	0.8%
800	35	0.8%
900	33	0.8%
300	33	0.8%
1000	31	0.7%
620	25	0.6%
1100	22	0.5%
Other values (192)	1363	31.0%
(Missing)	2677	60.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
20	1	< 0.1%
40	1	< 0.1%
60	1	< 0.1%
70	3	0.1%
80	5	0.1%
90	2	< 0.1%
100	9	0.2%
110	3	0.1%
120	4	0.1%

Value	Count	Frequency (%)
3480	1	< 0.1%
3260	1	< 0.1%
2730	1	< 0.1%
2330	1	< 0.1%
2220	2	< 0.1%
2160	1	< 0.1%
2150	1	< 0.1%
2100	1	< 0.1%
2060	1	< 0.1%
2040	1	< 0.1%

view
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	257.9 KiB

0.0	3980
2.0	189
3.0	90
1.0	72
4.0	68

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	13197
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3980	90.5%
2.0	189	4.3%
3.0	90	2.0%
1.0	72	1.6%
4.0	68	1.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	3980	90.5%
2.0	189	4.3%
3.0	90	2.0%
1.0	72	1.6%
4.0	68	1.5%

Most occurring characters

Value	Count	Frequency (%)
0	8379	63.5%
.	4399	33.3%
2	189	1.4%
3	90	0.7%
1	72	0.5%
4	68	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8798	66.7%
Other Punctuation	4399	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8379	95.2%
2	189	2.1%
3	90	1.0%
1	72	0.8%
4	68	0.8%

Other Punctuation

Value	Count	Frequency (%)
.	4399	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13197	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8379	63.5%
.	4399	33.3%
2	189	1.4%
3	90	0.7%
1	72	0.5%
4	68	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13197	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8379	63.5%
.	4399	33.3%
2	189	1.4%
3	90	0.7%
1	72	0.5%
4	68	0.5%

bathrooms
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	25
Distinct (%)	0.6%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.112349329

Minimum	0.5
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1
Q1	1.75
median	2.25
Q3	2.5
95-th percentile	3.5
Maximum	8
Range	7.5
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.7714183773
Coefficient of variation (CV)	0.3651945096
Kurtosis	1.610740405
Mean	2.112349329
Median Absolute Deviation (MAD)	0.5
Skewness	0.5463799915
Sum	9288
Variance	0.5950863129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
2.5	1066	24.2%
1	798	18.1%
1.75	641	14.6%
2.25	424	9.6%
2	392	8.9%
1.5	268	6.1%
2.75	249	5.7%
3.5	159	3.6%
3	154	3.5%
3.25	116	2.6%
Other values (15)	130	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.75	16	0.4%
1	798	18.1%
1.25	4	0.1%
1.5	268	6.1%
1.75	641	14.6%
2	392	8.9%
2.25	424	9.6%
2.5	1066	24.2%
2.75	249	5.7%

Value	Count	Frequency (%)
8	1	< 0.1%
7.5	1	< 0.1%
6	1	< 0.1%
5.75	1	< 0.1%
5.5	1	< 0.1%
5.25	4	0.1%
5	3	0.1%
4.75	5	0.1%
4.5	18	0.4%
4.25	14	0.3%

bedrooms
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.367810866

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9076104406
Coefficient of variation (CV)	0.2694956684
Kurtosis	1.191415866
Mean	3.367810866
Median Absolute Deviation (MAD)	1
Skewness	0.40512214
Sum	14815
Variance	0.8237567118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
3	1945	44.2%
4	1426	32.4%
2	581	13.2%
5	340	7.7%
1	49	1.1%
6	46	1.0%
7	9	0.2%
9	2	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	49	1.1%
2	581	13.2%
3	1945	44.2%
4	1426	32.4%
5	340	7.7%
6	46	1.0%
7	9	0.2%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	1	< 0.1%
7	9	0.2%
6	46	1.0%
5	340	7.7%
4	1426	32.4%
3	1945	44.2%
2	581	13.2%
1	49	1.1%

sqft_above
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	490
Distinct (%)	11.1%
Missing	4
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1776.286234

Minimum	420
Maximum	8570
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	420
5-th percentile	850
Q1	1200
median	1560
Q3	2190
95-th percentile	3343
Maximum	8570
Range	8150
Interquartile range (IQR)	990

Descriptive statistics

Standard deviation	807.3587155
Coefficient of variation (CV)	0.4545206172
Kurtosis	3.094953254
Mean	1776.286234
Median Absolute Deviation (MAD)	440
Skewness	1.369814349
Sum	7806778
Variance	651828.0956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1220	46	1.0%
1290	44	1.0%
1300	44	1.0%
1250	41	0.9%
1010	41	0.9%
1280	41	0.9%
1120	40	0.9%
1150	39	0.9%
1200	39	0.9%
1340	39	0.9%
Other values (480)	3981	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
420	1	< 0.1%
470	1	< 0.1%
520	1	< 0.1%
530	1	< 0.1%
540	1	< 0.1%
550	1	< 0.1%
560	2	< 0.1%
570	3	0.1%
580	1	< 0.1%
590	3	0.1%

Value	Count	Frequency (%)
8570	1	< 0.1%
7880	1	< 0.1%
6090	1	< 0.1%
5830	1	< 0.1%
5670	1	< 0.1%
5490	1	< 0.1%
5370	1	< 0.1%
5180	1	< 0.1%
5160	1	< 0.1%
5070	1	< 0.1%

sqft_living15
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	441
Distinct (%)	10.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1988.22965

Minimum	720
Maximum	5790
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	720
5-th percentile	1140
Q1	1500
median	1830
Q3	2360
95-th percentile	3330
Maximum	5790
Range	5070
Interquartile range (IQR)	860

Descriptive statistics

Standard deviation	680.6366506
Coefficient of variation (CV)	0.342333015
Kurtosis	1.445975461
Mean	1988.22965
Median Absolute Deviation (MAD)	400
Skewness	1.090457809
Sum	8744234
Variance	463266.2502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1610	44	1.0%
1560	43	1.0%
1640	39	0.9%
1540	39	0.9%
1390	38	0.9%
1720	38	0.9%
1520	37	0.8%
1440	37	0.8%
1580	37	0.8%
1660	37	0.8%
Other values (431)	4009	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
720	1	< 0.1%
750	1	< 0.1%
760	1	< 0.1%
780	2	< 0.1%
820	2	< 0.1%
828	1	< 0.1%
830	2	< 0.1%
840	3	0.1%
850	1	< 0.1%
860	2	< 0.1%

Value	Count	Frequency (%)
5790	2	< 0.1%
5340	1	< 0.1%
5110	1	< 0.1%
5070	1	< 0.1%
4920	2	< 0.1%
4760	2	< 0.1%
4700	1	< 0.1%
4670	1	< 0.1%
4630	2	< 0.1%
4590	1	< 0.1%

lat
Real number (ℝ_≥0)

Distinct	2807
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4454.140702

Minimum	47.1647
Maximum	47776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	47.1647
5-th percentile	47.3098
Q1	47.48775
median	47.6057
Q3	47.7011
95-th percentile	47548.3
Maximum	47776
Range	47728.8353
Interquartile range (IQR)	0.21335

Descriptive statistics

Standard deviation	13783.62797
Coefficient of variation (CV)	3.094565011
Kurtosis	5.892520644
Mean	4454.140702
Median Absolute Deviation (MAD)	0.1051
Skewness	2.80886717
Sum	19593764.95
Variance	189988400
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.6624	6	0.1%
47.5396	6	0.1%
47.6886	6	0.1%
47681	6	0.1%
47.5818	6	0.1%
47.7168	5	0.1%
47.6934	5	0.1%
47.6853	5	0.1%
47.6842	5	0.1%
47.54	5	0.1%
Other values (2797)	4344	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.1647	1	< 0.1%
47.1775	1	< 0.1%
47.1776	1	< 0.1%
47.1795	1	< 0.1%
47.1913	1	< 0.1%
47.1937	1	< 0.1%
47.1938	1	< 0.1%
47.1941	1	< 0.1%
47.1943	1	< 0.1%
47.1955	1	< 0.1%

Value	Count	Frequency (%)
47776	1	< 0.1%
47774	4	0.1%
47772	2	< 0.1%
47771	1	< 0.1%
47762	1	< 0.1%
47759	1	< 0.1%
47757	1	< 0.1%
47754	2	< 0.1%
47753	1	< 0.1%
47752	2	< 0.1%

waterfront
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	257.9 KiB

0.0	4364
1.0	35

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	13197
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	4364	99.2%
1.0	35	0.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	4364	99.2%
1.0	35	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	8763	66.4%
.	4399	33.3%
1	35	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8798	66.7%
Other Punctuation	4399	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8763	99.6%
1	35	0.4%

Other Punctuation

Value	Count	Frequency (%)
.	4399	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13197	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8763	66.4%
.	4399	33.3%
1	35	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13197	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8763	66.4%
.	4399	33.3%
1	35	0.3%

floors
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6
Distinct (%)	0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.484762338

Minimum	1
Maximum	3.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	2
Maximum	3.5
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5390735904
Coefficient of variation (CV)	0.3630706253
Kurtosis	-0.4506863326
Mean	1.484762338
Median Absolute Deviation (MAD)	0
Skewness	0.6499864076
Sum	6528.5
Variance	0.2906003359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	2212	50.3%
2	1637	37.2%
1.5	391	8.9%
3	125	2.8%
2.5	31	0.7%
3.5	1	< 0.1%
(Missing)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2212	50.3%
1.5	391	8.9%
2	1637	37.2%
2.5	31	0.7%
3	125	2.8%
3.5	1	< 0.1%

Value	Count	Frequency (%)
3.5	1	< 0.1%
3	125	2.8%
2.5	31	0.7%
2	1637	37.2%
1.5	391	8.9%
1	2212	50.3%

yr_renovated
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	52
Distinct (%)	24.5%
Missing	4187
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	1995.830189

Minimum	1940
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	1940
5-th percentile	1966.65
Q1	1987
median	1998
Q3	2007
95-th percentile	2014
Maximum	2015
Range	75
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.06162488
Coefficient of variation (CV)	0.007546546277
Kurtosis	1.266502905
Mean	1995.830189
Median Absolute Deviation (MAD)	10
Skewness	-1.076228714
Sum	423116
Variance	226.852544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	15	0.3%
2007	10	0.2%
2013	10	0.2%
2004	9	0.2%
2002	9	0.2%
1998	8	0.2%
1991	8	0.2%
2010	8	0.2%
2005	8	0.2%
2000	7	0.2%
Other values (42)	120	2.7%
(Missing)	4187	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1940	1	< 0.1%
1945	1	< 0.1%
1950	2	< 0.1%
1955	1	< 0.1%
1957	1	< 0.1%
1958	2	< 0.1%
1965	3	0.1%
1968	1	< 0.1%
1970	2	< 0.1%
1972	1	< 0.1%

Value	Count	Frequency (%)
2015	4	0.1%
2014	15	0.3%
2013	10	0.2%
2012	2	< 0.1%
2011	5	0.1%
2010	8	0.2%
2009	3	0.1%
2008	1	< 0.1%
2007	10	0.2%
2006	5	0.1%

yr_built
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	116
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1970.903842

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	1900
5-th percentile	1916
Q1	1951
median	1974
Q3	1996
95-th percentile	2011
Maximum	2015
Range	115
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	29.16811726
Coefficient of variation (CV)	0.0147993609
Kurtosis	-0.6648264868
Mean	1970.903842
Median Absolute Deviation (MAD)	22
Skewness	-0.4507994939
Sum	8670006
Variance	850.7790644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	122	2.8%
2005	92	2.1%
2004	91	2.1%
1977	87	2.0%
1968	84	1.9%
1978	84	1.9%
2006	83	1.9%
2007	79	1.8%
2008	79	1.8%
1962	77	1.8%
Other values (106)	3521	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1900	12	0.3%
1901	7	0.2%
1902	3	0.1%
1903	10	0.2%
1904	11	0.3%
1905	12	0.3%
1906	16	0.4%
1907	11	0.3%
1908	22	0.5%
1909	22	0.5%

Value	Count	Frequency (%)
2015	10	0.2%
2014	122	2.8%
2013	40	0.9%
2012	37	0.8%
2011	15	0.3%
2010	24	0.5%
2009	48	1.1%
2008	79	1.8%
2007	79	1.8%
2006	83	1.9%

long
Real number (ℝ)

Distinct	575
Distinct (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-110838.0874

Minimum	-122505
Maximum	-121.76
Zeros	0
Zeros (%)	0.0%
Negative	4399
Negative (%)	100.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	-122505
5-th percentile	-122386
Q1	-122321
median	-122212
Q3	-122082.5
95-th percentile	-122.279
Maximum	-121.76
Range	122383.24
Interquartile range (IQR)	238.5

Descriptive statistics

Standard deviation	35499.48961
Coefficient of variation (CV)	-0.3202824087
Kurtosis	5.839820182
Mean	-110838.0874
Median Absolute Deviation (MAD)	113
Skewness	2.799465297
Sum	-487576746.5
Variance	1260213763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-122362	27	0.6%
-122291	25	0.6%
-122301	24	0.5%
-122352	23	0.5%
-122311	23	0.5%
-122361	23	0.5%
-122298	22	0.5%
-122391	22	0.5%
-122288	22	0.5%
-122354	22	0.5%
Other values (565)	4166	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-122505	2	< 0.1%
-122482	1	< 0.1%
-122479	1	< 0.1%
-122473	1	< 0.1%
-122472	1	< 0.1%
-122463	1	< 0.1%
-122462	3	0.1%
-122456	1	< 0.1%
-122455	1	< 0.1%
-122452	1	< 0.1%

Value	Count	Frequency (%)
-121.76	1	< 0.1%
-121.77	1	< 0.1%
-121.78	1	< 0.1%
-121.86	2	< 0.1%
-121.87	1	< 0.1%
-121.88	2	< 0.1%
-121.89	4	0.1%
-121.9	1	< 0.1%
-121.91	1	< 0.1%
-121.92	2	< 0.1%

jhygtf
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	53
Distinct (%)	1.2%
Missing	3
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	96.25022748

Minimum	0
Maximum	2015
Zeros	4184
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2015
Range	2015
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	427.6534754
Coefficient of variation (CV)	4.44314249
Kurtosis	15.81063447
Mean	96.25022748
Median Absolute Deviation (MAD)	0
Skewness	4.219261092
Sum	423116
Variance	182887.4951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4184	95.1%
2014	15	0.3%
2013	10	0.2%
2007	10	0.2%
2002	9	0.2%
2004	9	0.2%
2005	8	0.2%
2010	8	0.2%
1998	8	0.2%
1991	8	0.2%
Other values (43)	127	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4184	95.1%
1940	1	< 0.1%
1945	1	< 0.1%
1950	2	< 0.1%
1955	1	< 0.1%
1957	1	< 0.1%
1958	2	< 0.1%
1965	3	0.1%
1968	1	< 0.1%
1970	2	< 0.1%

Value	Count	Frequency (%)
2015	4	0.1%
2014	15	0.3%
2013	10	0.2%
2012	2	< 0.1%
2011	5	0.1%
2010	8	0.2%
2009	3	0.1%
2008	1	< 0.1%
2007	10	0.2%
2006	5	0.1%

sqft_lot
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2950
Distinct (%)	67.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	14267.01819

Minimum	609
Maximum	1074218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	609
5-th percentile	1881.4
Q1	5082
median	7684.5
Q3	10693
95-th percentile	40444.35
Maximum	1074218
Range	1073609
Interquartile range (IQR)	5611

Descriptive statistics

Standard deviation	36474.92835
Coefficient of variation (CV)	2.556590863
Kurtosis	268.1891864
Mean	14267.01819
Median Absolute Deviation (MAD)	2684.5
Skewness	12.94256235
Sum	62746346
Variance	1330420398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6000	63	1.4%
5000	63	1.4%
4000	48	1.1%
7200	42	1.0%
4800	38	0.9%
4500	24	0.5%
7500	23	0.5%
8400	21	0.5%
9000	21	0.5%
9600	21	0.5%
Other values (2940)	4034	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
609	1	< 0.1%
635	1	< 0.1%
638	1	< 0.1%
700	1	< 0.1%
711	1	< 0.1%
747	2	< 0.1%
762	1	< 0.1%
780	1	< 0.1%
812	1	< 0.1%
819	1	< 0.1%

Value	Count	Frequency (%)
1074218	1	< 0.1%
871200	1	< 0.1%
507038	1	< 0.1%
493534	1	< 0.1%
453895	1	< 0.1%
432036	1	< 0.1%
423838	1	< 0.1%
329903	1	< 0.1%
286355	1	< 0.1%
280962	1	< 0.1%

price
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1554
Distinct (%)	35.4%
Missing	3
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	40178389.43

Minimum	89950
Maximum	3635000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	89950
5-th percentile	210000
Q1	319950
median	450000
Q3	650000
95-th percentile	1250000
Maximum	3635000000
Range	3634910050
Interquartile range (IQR)	330050

Descriptive statistics

Standard deviation	245974676.2
Coefficient of variation (CV)	6.122064118
Kurtosis	50.09732109
Mean	40178389.43
Median Absolute Deviation (MAD)	153000
Skewness	6.748377121
Sum	1.766241999 × 10¹¹
Variance	6.050354135 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
350000	43	1.0%
450000	41	0.9%
375000	36	0.8%
325000	35	0.8%
525000	34	0.8%
400000	31	0.7%
500000	30	0.7%
250000	30	0.7%
440000	29	0.7%
475000	28	0.6%
Other values (1544)	4059	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89950	1	< 0.1%
105500	1	< 0.1%
106000	1	< 0.1%
110000	2	< 0.1%
111300	1	< 0.1%
114000	1	< 0.1%
115000	1	< 0.1%
121800	1	< 0.1%
122000	1	< 0.1%
123000	1	< 0.1%

Value	Count	Frequency (%)
3635000000	1	< 0.1%
2546000000	1	< 0.1%
2538000000	1	< 0.1%
2532000000	1	< 0.1%
2458000000	1	< 0.1%
2415000000	1	< 0.1%
2367000000	1	< 0.1%
2288000000	1	< 0.1%
2193000000	1	< 0.1%
2125000000	1	< 0.1%

condition
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	257.9 KiB

3.0	2893
4.0	1116
5.0	348
2.0	35
1.0	7

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	13197
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	2893	65.8%
4.0	1116	25.4%
5.0	348	7.9%
2.0	35	0.8%
1.0	7	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
3.0	2893	65.8%
4.0	1116	25.4%
5.0	348	7.9%
2.0	35	0.8%
1.0	7	0.2%

Most occurring characters

Value	Count	Frequency (%)
.	4399	33.3%
0	4399	33.3%
3	2893	21.9%
4	1116	8.5%
5	348	2.6%
2	35	0.3%
1	7	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8798	66.7%
Other Punctuation	4399	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4399	50.0%
3	2893	32.9%
4	1116	12.7%
5	348	4.0%
2	35	0.4%
1	7	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	4399	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13197	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	4399	33.3%
0	4399	33.3%
3	2893	21.9%
4	1116	8.5%
5	348	2.6%
2	35	0.3%
1	7	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13197	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	4399	33.3%
0	4399	33.3%
3	2893	21.9%
4	1116	8.5%
5	348	2.6%
2	35	0.3%
1	7	0.1%

sqft_lot15
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2791
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12271.97977

Minimum	748
Maximum	871200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	748
5-th percentile	2138.8
Q1	5110
median	7688
Q3	10077.5
95-th percentile	35900.6
Maximum	871200
Range	870452
Interquartile range (IQR)	4967.5

Descriptive statistics

Standard deviation	26827.1341
Coefficient of variation (CV)	2.186047778
Kurtosis	304.5097131
Mean	12271.97977
Median Absolute Deviation (MAD)	2488
Skewness	13.29356308
Sum	53984439
Variance	719695124.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	87	2.0%
4000	71	1.6%
6000	67	1.5%
7200	33	0.8%
4800	32	0.7%
8000	27	0.6%
7500	23	0.5%
4500	23	0.5%
9000	21	0.5%
4080	21	0.5%
Other values (2781)	3994	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
748	1	< 0.1%
817	1	< 0.1%
824	1	< 0.1%
899	1	< 0.1%
925	1	< 0.1%
928	1	< 0.1%
942	3	0.1%
953	1	< 0.1%
967	1	< 0.1%
976	1	< 0.1%

Value	Count	Frequency (%)
871200	1	< 0.1%
560617	1	< 0.1%
325393	1	< 0.1%
263492	1	< 0.1%
230868	1	< 0.1%
229125	1	< 0.1%
223463	1	< 0.1%
222591	1	< 0.1%
220232	1	< 0.1%
219542	2	< 0.1%

sqft_living
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	539
Distinct (%)	12.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2066.738972

Minimum	420
Maximum	12050
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.5 KiB

Quantile statistics

Minimum	420
5-th percentile	940
Q1	1420
median	1900
Q3	2550
95-th percentile	3750
Maximum	12050
Range	11630
Interquartile range (IQR)	1130

Descriptive statistics

Standard deviation	897.1812225
Coefficient of variation (CV)	0.4341047586
Kurtosis	5.320023485
Mean	2066.738972
Median Absolute Deviation (MAD)	550
Skewness	1.384835176
Sum	9089518
Variance	804934.1461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1900	37	0.8%
1820	36	0.8%
1440	35	0.8%
1660	34	0.8%
1300	33	0.8%
1280	33	0.8%
1540	31	0.7%
1720	30	0.7%
1740	30	0.7%
1940	29	0.7%
Other values (529)	4070	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
420	1	< 0.1%
470	1	< 0.1%
520	1	< 0.1%
530	1	< 0.1%
540	1	< 0.1%
560	2	< 0.1%
570	1	< 0.1%
590	2	< 0.1%
600	2	< 0.1%
630	1	< 0.1%

Value	Count	Frequency (%)
12050	1	< 0.1%
7880	1	< 0.1%
7710	1	< 0.1%
7050	1	< 0.1%
6510	1	< 0.1%
6500	1	< 0.1%
6200	1	< 0.1%
5990	1	< 0.1%
5860	1	< 0.1%
5830	1	< 0.1%

date
Date

Distinct	329
Distinct (%)	7.5%
Missing	1
Missing (%)	< 0.1%
Memory size	34.5 KiB

Minimum	2014-05-02 00:00:00
Maximum	2015-05-24 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	zipcode	grade	sqft_basement	bathrooms	bedrooms	sqft_above	sqft_living15	lat	floors	yr_renovated	yr_built	long	sqft_lot	price	condition	sqft_lot15	sqft_living	date
0	32828	98058.0	8.0	NaN	2.25	3.0	1780.0	2080.0	47.4539	1.0	NaN	1967.0	-122.15	10395.0	300000.0	3.0	9360.0	1780.0	2014-06-26
1	6012	98117.0	8.0	NaN	2.50	3.0	1350.0	1350.0	47.6758	3.0	NaN	2005.0	-122386.00	2053.0	477000.0	3.0	4150.0	1350.0	2014-05-19
2	34920	98028.0	8.0	NaN	3.00	4.0	2450.0	2460.0	47.7721	2.0	NaN	2004.0	-122235.00	4668.0	500000.0	3.0	4895.0	2450.0	2015-04-06
3	923	98133.0	7.0	NaN	1.75	3.0	1420.0	1740.0	47.7535	1.0	NaN	1954.0	-122354.00	8250.0	265000.0	3.0	8000.0	1420.0	2014-08-26
4	9859	98055.0	7.0	240.0	1.00	2.0	1180.0	1490.0	47.4342	1.0	NaN	1956.0	-122195.00	81892.0	360000.0	3.0	1863.0	1420.0	2014-05-09
5	13488	98052.0	9.0	NaN	2.50	4.0	2110.0	2180.0	47.6374	2.0	NaN	1999.0	-122111.00	6069.0	689000.0	3.0	9000.0	2110.0	2015-03-25
6	15973	98118.0	7.0	1100.0	1.75	4.0	1100.0	1600.0	47543.0000	1.0	NaN	1955.0	-122.28	7475.0	375000.0	5.0	5766.0	2200.0	2014-06-04
7	24265	98052.0	10.0	NaN	3.00	3.0	2960.0	2640.0	47.7183	2.0	NaN	1995.0	-122.10	42159.0	849000.0	3.0	25209.0	2960.0	2014-07-29
8	29055	98003.0	7.0	NaN	1.75	3.0	1320.0	1550.0	47.3257	1.0	NaN	1956.0	-122296.00	17390.0	199000.0	4.0	19265.0	1320.0	2014-08-13
9	2550	98004.0	11.0	NaN	3.50	4.0	4280.0	2360.0	47.5979	2.0	NaN	2005.0	-122197.00	9583.0	1600000.0	3.0	10031.0	4280.0	2014-06-06

Last rows

	df_index	zipcode	grade	sqft_basement	bathrooms	bedrooms	sqft_above	sqft_living15	lat	floors	yr_renovated	yr_built	long	jhygtf	sqft_lot	price	condition	sqft_lot15	sqft_living	date
4389	48630	98034.0	7.0	NaN	2.00	4.0	2100.0	1720.0	47.7239	1.0	NaN	1972.0	-122173.0	0.0	12620.0	5.000000e+05	4.0	7840.0	2100.0	2014-08-27
4390	144	98022.0	7.0	1580.0	1.75	4.0	2150.0	1880.0	47.1775	1.0	NaN	1974.0	-122022.0	0.0	16980.0	3.600000e+05	4.0	16963.0	NaN	2014-08-25
4391	59966	98116.0	7.0	800.0	1.00	3.0	1560.0	1690.0	47.5705	1.0	NaN	1964.0	-122384.0	0.0	5012.0	5.320000e+05	3.0	4800.0	2360.0	2015-04-16
4392	38623	98005.0	11.0	NaN	2.75	4.0	3200.0	4050.0	47.6402	2.0	NaN	1984.0	-122171.0	0.0	13729.0	1.272000e+09	3.0	16921.0	3200.0	2014-09-29
4393	9343	98115.0	8.0	NaN	2.50	3.0	2060.0	1240.0	47.6961	2.0	2006.0	1924.0	-122316.0	2006.0	9715.0	8.400000e+05	3.0	7072.0	2060.0	2014-08-20
4394	14375	98038.0	7.0	NaN	2.00	3.0	1220.0	1570.0	47.3523	1.0	NaN	1994.0	-122059.0	0.0	6404.0	2.499000e+05	3.0	7000.0	1220.0	2014-07-17
4395	29775	98155.0	7.0	800.0	2.00	3.0	1140.0	1940.0	47774.0000	1.0	NaN	1978.0	-122283.0	0.0	16300.0	3.990000e+05	3.0	11250.0	1940.0	2014-08-08
4396	5801	98022.0	7.0	1220.0	1.75	3.0	1390.0	2140.0	47.2585	1.0	NaN	1981.0	-121925.0	0.0	117176.0	3.780000e+05	3.0	142005.0	2610.0	2014-10-20
4397	16610	98034.0	7.0	NaN	1.50	3.0	1340.0	1620.0	47.7168	1.0	NaN	1972.0	-122192.0	0.0	6500.0	3.870000e+05	3.0	7107.0	1340.0	2014-10-27
4398	235	98117.0	6.0	NaN	1.00	2.0	910.0	1480.0	47683.0000	1.0	NaN	1914.0	-122374.0	0.0	5000.0	4.500000e+05	4.0	5000.0	910.0	2014-08-26

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows